Despite all the tutorials and courses about machine learning, there seems to be a lack of guidance for juniors who are trying to complete machine learning projects in the business world. This talk provide tips on projects that I learned the hard way. You will walk away with several tips and thoughts for each stage of a machine learning project that would have saved me days when I first started.